Comparing Machine Failure and No Machine Failure

Dataset statistics

	Machine Failure	No Machine Failure
Number of variables	17	17
Number of observations	1265	1235
Missing cells	37	106
Missing cells (%)	0.2%	0.5%
Duplicate rows	0	0
Duplicate rows (%)	0.0%	0.0%
Total size in memory	177.9 KiB	173.7 KiB
Average record size in memory	144.0 B	144.0 B

Variable types

	Machine Failure	No Machine Failure
Categorical	3	3
Numeric	14	14

Alerts

Machine Failure	No Machine Failure
`Downtime` has constant value "Machine_Failure"	`Downtime` has constant value "No_Machine_Failure"	Constant
`Assembly_Line_No` is highly overall correlated with `Machine_ID`	`Assembly_Line_No` is highly overall correlated with `Machine_ID`	High correlation
`Machine_ID` is highly overall correlated with `Assembly_Line_No`	`Machine_ID` is highly overall correlated with `Assembly_Line_No`	High correlation
Alert not present in this dataset	`Coolant_Pressure(bar)` has 19 (1.5%) missing values	Missing

Reproduction

	Machine Failure	No Machine Failure
Analysis started	2024-12-05 06:41:49.811939	2024-12-05 06:42:08.231850
Analysis finished	2024-12-05 06:42:08.220850	2024-12-05 06:42:24.938340
Duration	18.41 seconds	16.71 seconds
Software version	ydata-profiling vv4.12.0	ydata-profiling vv4.12.0
Download configuration	config.json	config.json

Machine_ID
Categorical

	Machine Failure	No Machine Failure
Distinct	3	3
Distinct (%)	0.2%	0.2%
Missing	0	0
Missing (%)	0.0%	0.0%
Memory size	19.8 KiB	19.3 KiB

Makino-L1-Unit1-2013	454
Makino-L3-Unit1-2015	415
Makino-L2-Unit1-2015	396

Makino-L1-Unit1-2013	420
Makino-L2-Unit1-2015	412
Makino-L3-Unit1-2015	403

Length

	Machine Failure	No Machine Failure
Max length	20	20
Median length	20	20
Mean length	20	20
Min length	20	20

Characters and Unicode

	Machine Failure	No Machine Failure
Total characters	25300	24700
Distinct characters	15	15
Distinct categories	4	4 ?
Distinct scripts	2	2 ?
Distinct blocks	1	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

	Machine Failure	No Machine Failure
Unique	0	0 ?
Unique (%)	0.0%	0.0%

Sample

	Machine Failure	No Machine Failure
1st row	Makino-L1-Unit1-2013	Makino-L3-Unit1-2015
2nd row	Makino-L1-Unit1-2013	Makino-L3-Unit1-2015
3rd row	Makino-L3-Unit1-2015	Makino-L3-Unit1-2015
4th row	Makino-L2-Unit1-2015	Makino-L3-Unit1-2015
5th row	Makino-L1-Unit1-2013	Makino-L2-Unit1-2015

Common Values

Value	Count	Frequency (%)
Makino-L1-Unit1-2013	454	35.9%
Makino-L3-Unit1-2015	415	32.8%
Makino-L2-Unit1-2015	396	31.3%

Value	Count	Frequency (%)
Makino-L1-Unit1-2013	420	34.0%
Makino-L2-Unit1-2015	412	33.4%
Makino-L3-Unit1-2015	403	32.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Machine Failure

No Machine Failure

Value	Count	Frequency (%)
makino-l1-unit1-2013	454	35.9%
makino-l3-unit1-2015	415	32.8%
makino-l2-unit1-2015	396	31.3%

Value	Count	Frequency (%)
makino-l1-unit1-2013	420	34.0%
makino-l2-unit1-2015	412	33.4%
makino-l3-unit1-2015	403	32.6%

Most occurring characters

Value	Count	Frequency (%)
-	3795	15.0%
1	2984	11.8%
i	2530	10.0%
n	2530	10.0%
2	1661	6.6%
M	1265	5.0%
a	1265	5.0%
k	1265	5.0%
o	1265	5.0%
L	1265	5.0%
Other values (5)	5475	21.6%

Value	Count	Frequency (%)
-	3705	15.0%
1	2890	11.7%
i	2470	10.0%
n	2470	10.0%
2	1647	6.7%
M	1235	5.0%
a	1235	5.0%
k	1235	5.0%
o	1235	5.0%
L	1235	5.0%
Other values (5)	5343	21.6%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	10120	40.0%
Decimal Number	7590	30.0%
Dash Punctuation	3795	15.0%
Uppercase Letter	3795	15.0%

Value	Count	Frequency (%)
Lowercase Letter	9880	40.0%
Decimal Number	7410	30.0%
Dash Punctuation	3705	15.0%
Uppercase Letter	3705	15.0%

Most frequent character per category

Dash Punctuation

Value	Count	Frequency (%)
-	3795	100.0%

Value	Count	Frequency (%)
-	3705	100.0%

Decimal Number

Value	Count	Frequency (%)
1	2984	39.3%
2	1661	21.9%
0	1265	16.7%
3	869	11.4%
5	811	10.7%

Value	Count	Frequency (%)
1	2890	39.0%
2	1647	22.2%
0	1235	16.7%
3	823	11.1%
5	815	11.0%

Lowercase Letter

Value	Count	Frequency (%)
i	2530	25.0%
n	2530	25.0%
a	1265	12.5%
k	1265	12.5%
o	1265	12.5%
t	1265	12.5%

Value	Count	Frequency (%)
i	2470	25.0%
n	2470	25.0%
a	1235	12.5%
k	1235	12.5%
o	1235	12.5%
t	1235	12.5%

Uppercase Letter

Value	Count	Frequency (%)
M	1265	33.3%
L	1265	33.3%
U	1265	33.3%

Value	Count	Frequency (%)
M	1235	33.3%
L	1235	33.3%
U	1235	33.3%

Most occurring scripts

Value	Count	Frequency (%)
Latin	13915	55.0%
Common	11385	45.0%

Value	Count	Frequency (%)
Latin	13585	55.0%
Common	11115	45.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
-	3795	33.3%
1	2984	26.2%
2	1661	14.6%
0	1265	11.1%
3	869	7.6%
5	811	7.1%

Value	Count	Frequency (%)
-	3705	33.3%
1	2890	26.0%
2	1647	14.8%
0	1235	11.1%
3	823	7.4%
5	815	7.3%

Latin

Value	Count	Frequency (%)
i	2530	18.2%
n	2530	18.2%
M	1265	9.1%
a	1265	9.1%
k	1265	9.1%
o	1265	9.1%
L	1265	9.1%
U	1265	9.1%
t	1265	9.1%

Value	Count	Frequency (%)
i	2470	18.2%
n	2470	18.2%
M	1235	9.1%
a	1235	9.1%
k	1235	9.1%
o	1235	9.1%
L	1235	9.1%
U	1235	9.1%
t	1235	9.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	25300	100.0%

Value	Count	Frequency (%)
ASCII	24700	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
-	3795	15.0%
1	2984	11.8%
i	2530	10.0%
n	2530	10.0%
2	1661	6.6%
M	1265	5.0%
a	1265	5.0%
k	1265	5.0%
o	1265	5.0%
L	1265	5.0%
Other values (5)	5475	21.6%

Value	Count	Frequency (%)
-	3705	15.0%
1	2890	11.7%
i	2470	10.0%
n	2470	10.0%
2	1647	6.7%
M	1235	5.0%
a	1235	5.0%
k	1235	5.0%
o	1235	5.0%
L	1235	5.0%
Other values (5)	5343	21.6%

Assembly_Line_No
Categorical

	Machine Failure	No Machine Failure
Distinct	3	3
Distinct (%)	0.2%	0.2%
Missing	0	0
Missing (%)	0.0%	0.0%
Memory size	19.8 KiB	19.3 KiB

Shopfloor-L1	454
Shopfloor-L3	415
Shopfloor-L2	396

Shopfloor-L1	420
Shopfloor-L2	412
Shopfloor-L3	403

Length

	Machine Failure	No Machine Failure
Max length	12	12
Median length	12	12
Mean length	12	12
Min length	12	12

Characters and Unicode

	Machine Failure	No Machine Failure
Total characters	15180	14820
Distinct characters	12	12
Distinct categories	4	4 ?
Distinct scripts	2	2 ?
Distinct blocks	1	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

	Machine Failure	No Machine Failure
Unique	0	0 ?
Unique (%)	0.0%	0.0%

Sample

	Machine Failure	No Machine Failure
1st row	Shopfloor-L1	Shopfloor-L3
2nd row	Shopfloor-L1	Shopfloor-L3
3rd row	Shopfloor-L3	Shopfloor-L3
4th row	Shopfloor-L2	Shopfloor-L3
5th row	Shopfloor-L1	Shopfloor-L2

Common Values

Value	Count	Frequency (%)
Shopfloor-L1	454	35.9%
Shopfloor-L3	415	32.8%
Shopfloor-L2	396	31.3%

Value	Count	Frequency (%)
Shopfloor-L1	420	34.0%
Shopfloor-L2	412	33.4%
Shopfloor-L3	403	32.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Machine Failure

No Machine Failure

Value	Count	Frequency (%)
shopfloor-l1	454	35.9%
shopfloor-l3	415	32.8%
shopfloor-l2	396	31.3%

Value	Count	Frequency (%)
shopfloor-l1	420	34.0%
shopfloor-l2	412	33.4%
shopfloor-l3	403	32.6%

Most occurring characters

Value	Count	Frequency (%)
o	3795	25.0%
S	1265	8.3%
h	1265	8.3%
p	1265	8.3%
f	1265	8.3%
l	1265	8.3%
r	1265	8.3%
-	1265	8.3%
L	1265	8.3%
1	454	3.0%
Other values (2)	811	5.3%

Value	Count	Frequency (%)
o	3705	25.0%
S	1235	8.3%
h	1235	8.3%
p	1235	8.3%
f	1235	8.3%
l	1235	8.3%
r	1235	8.3%
-	1235	8.3%
L	1235	8.3%
1	420	2.8%
Other values (2)	815	5.5%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	10120	66.7%
Uppercase Letter	2530	16.7%
Dash Punctuation	1265	8.3%
Decimal Number	1265	8.3%

Value	Count	Frequency (%)
Lowercase Letter	9880	66.7%
Uppercase Letter	2470	16.7%
Dash Punctuation	1235	8.3%
Decimal Number	1235	8.3%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
o	3795	37.5%
h	1265	12.5%
p	1265	12.5%
f	1265	12.5%
l	1265	12.5%
r	1265	12.5%

Value	Count	Frequency (%)
o	3705	37.5%
h	1235	12.5%
p	1235	12.5%
f	1235	12.5%
l	1235	12.5%
r	1235	12.5%

Uppercase Letter

Value	Count	Frequency (%)
S	1265	50.0%
L	1265	50.0%

Value	Count	Frequency (%)
S	1235	50.0%
L	1235	50.0%

Dash Punctuation

Value	Count	Frequency (%)
-	1265	100.0%

Value	Count	Frequency (%)
-	1235	100.0%

Decimal Number

Value	Count	Frequency (%)
1	454	35.9%
3	415	32.8%
2	396	31.3%

Value	Count	Frequency (%)
1	420	34.0%
2	412	33.4%
3	403	32.6%

Most occurring scripts

Value	Count	Frequency (%)
Latin	12650	83.3%
Common	2530	16.7%

Value	Count	Frequency (%)
Latin	12350	83.3%
Common	2470	16.7%

Most frequent character per script

Latin

Value	Count	Frequency (%)
o	3795	30.0%
S	1265	10.0%
h	1265	10.0%
p	1265	10.0%
f	1265	10.0%
l	1265	10.0%
r	1265	10.0%
L	1265	10.0%

Value	Count	Frequency (%)
o	3705	30.0%
S	1235	10.0%
h	1235	10.0%
p	1235	10.0%
f	1235	10.0%
l	1235	10.0%
r	1235	10.0%
L	1235	10.0%

Common

Value	Count	Frequency (%)
-	1265	50.0%
1	454	17.9%
3	415	16.4%
2	396	15.7%

Value	Count	Frequency (%)
-	1235	50.0%
1	420	17.0%
2	412	16.7%
3	403	16.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	15180	100.0%

Value	Count	Frequency (%)
ASCII	14820	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
o	3795	25.0%
S	1265	8.3%
h	1265	8.3%
p	1265	8.3%
f	1265	8.3%
l	1265	8.3%
r	1265	8.3%
-	1265	8.3%
L	1265	8.3%
1	454	3.0%
Other values (2)	811	5.3%

Value	Count	Frequency (%)
o	3705	25.0%
S	1235	8.3%
h	1235	8.3%
p	1235	8.3%
f	1235	8.3%
l	1235	8.3%
r	1235	8.3%
-	1235	8.3%
L	1235	8.3%
1	420	2.8%
Other values (2)	815	5.5%

Hydraulic_Pressure(bar)
Real number (ℝ)

	Machine Failure	No Machine Failure
Distinct	931	1047
Distinct (%)	73.7%	85.4%
Missing	1	9
Missing (%)	0.1%	0.7%
Infinite	0	0
Infinite (%)	0.0%	0.0%
Mean	84.760498	118.57369

	Machine Failure	No Machine Failure
Minimum	50.14	-14.326454
Maximum	191	179.8861
Zeros	0	0
Zeros (%)	0.0%	0.0%
Negative	0	1
Negative (%)	0.0%	0.1%
Memory size	19.8 KiB	19.3 KiB

Quantile statistics

	Machine Failure	No Machine Failure
Minimum	50.14	-14.326454
5-th percentile	53.548	80.726488
Q1	64.8025	101.3145
median	80.13	120.20255
Q3	94.29	136.22012
95-th percentile	141.14	155.45797
Maximum	191	179.8861
Range	140.86	194.21255
Interquartile range (IQR)	29.4875	34.905623

Descriptive statistics

	Machine Failure	No Machine Failure
Standard deviation	26.341384	23.829291
Coefficient of variation (CV)	0.31077429	0.20096609
Kurtosis	0.7431969	0.33429876
Mean	84.760498	118.57369
Median Absolute Deviation (MAD)	14.61	16.835144
Skewness	1.1469972	-0.31615011
Sum	107137.27	145371.35
Variance	693.86851	567.83512
Monotonicity	Not monotonic	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
71.04	16	1.3%
80.27	16	1.3%
142.36	15	1.2%
125.95	15	1.2%
137.37	15	1.2%
135.93	15	1.2%
134.02	15	1.2%
134.54	15	1.2%
98.7	15	1.2%
61.73	15	1.2%
Other values (921)	1112	87.9%

Value	Count	Frequency (%)
89.4587468	20	1.6%
90.4587468	20	1.6%
88.27913423	20	1.6%
82.9688079	19	1.5%
80.726488	19	1.5%
81.1382212	19	1.5%
92.8557399	18	1.5%
73.5721609	18	1.5%
70.46602	7	0.6%
72.46602	7	0.6%
Other values (1037)	1059	85.7%
(Missing)	9	0.7%

Value	Count	Frequency (%)
50.14	1	0.1%
50.15	2	0.2%
50.16	1	0.1%
50.23	2	0.2%
50.24	1	0.1%
50.36	1	0.1%
50.39	1	0.1%
50.41	1	0.1%
50.54	1	0.1%
50.59	1	0.1%

Value	Count	Frequency (%)
-14.32645418	1	0.1%
15.32576081	1	0.1%
57.95490946	1	0.1%
67.14	1	0.1%
67.44535332	1	0.1%
69.46602	7	0.6%
70.46602	7	0.6%
70.74977393	1	0.1%
71.46602	7	0.6%
72.46602	7	0.6%

Value	Count	Frequency (%)
-14.32645418	1	0.1%
15.32576081	1	0.1%
57.95490946	1	0.1%
67.14	1	0.1%
67.44535332	1	0.1%
69.46602	7	0.6%
70.46602	7	0.6%
70.74977393	1	0.1%
71.46602	7	0.6%
72.46602	7	0.6%

Value	Count	Frequency (%)
50.14	1	0.1%
50.15	2	0.2%
50.16	1	0.1%
50.23	2	0.2%
50.24	1	0.1%
50.36	1	0.1%
50.39	1	0.1%
50.41	1	0.1%
50.54	1	0.1%
50.59	1	0.1%

Coolant_Pressure(bar)
Real number (ℝ)

	Machine Failure	No Machine Failure
Distinct	782	846
Distinct (%)	61.8%	69.6%
Missing	0	19
Missing (%)	0.0%	1.5%
Infinite	0	0
Infinite (%)	0.0%	0.0%
Mean	5.1149001	4.7724535

	Machine Failure	No Machine Failure
Minimum	0.325	3.0531488
Maximum	6.9606359	11.35
Zeros	0	0
Zeros (%)	0.0%	0.0%
Negative	0	0
Negative (%)	0.0%	0.0%
Memory size	19.8 KiB	19.3 KiB

Quantile statistics

	Machine Failure	No Machine Failure
Minimum	0.325	3.0531488
5-th percentile	4.1061333	3.0534514
Q1	4.5460324	3.8888347
median	4.7913966	5.1601607
Q3	5.5678566	5.4745294
95-th percentile	6.8931819	5.9335646
Maximum	6.9606359	11.35
Range	6.6356359	8.2968512
Interquartile range (IQR)	1.0218241	1.5856948

Descriptive statistics

	Machine Failure	No Machine Failure
Standard deviation	0.91992715	1.0440979
Coefficient of variation (CV)	0.17985242	0.21877592
Kurtosis	0.10059949	1.3267653
Mean	5.1149001	4.7724535
Median Absolute Deviation (MAD)	0.30257113	0.42044717
Skewness	0.83544807	-0.21984784
Sum	6470.3486	5803.3035
Variance	0.84626596	1.0901404
Monotonicity	Not monotonic	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6.839413159	50	4.0%
6.893181921	50	4.0%
5.918357337	50	4.0%
6.560332199	50	4.0%
5.567856573	50	4.0%
4.566853902	50	4.0%
6.863944117	50	4.0%
4.84252053	50	4.0%
6.960635908	26	2.1%
5.358623507	26	2.1%
Other values (772)	813	64.3%

Value	Count	Frequency (%)
3.895031347	40	3.2%
3.888834693	40	3.2%
3.164804649	40	3.2%
3.106960002	40	3.2%
3.126011472	40	3.2%
3.053148837	39	3.2%
3.053451378	35	2.8%
3.105982448	33	2.7%
3.178193346	8	0.6%
3.140995239	8	0.6%
Other values (836)	893	72.3%
(Missing)	19	1.5%

Value	Count	Frequency (%)
0.325	1	0.1%
3.598775576	1	0.1%
3.625166945	1	0.1%
3.640520298	1	0.1%
3.677968801	1	0.1%
3.687803679	1	0.1%
3.687906292	1	0.1%
3.688978761	1	0.1%
3.69055705	1	0.1%
3.692199112	1	0.1%

Value	Count	Frequency (%)
3.053148837	39	3.2%
3.053451378	35	2.8%
3.105982448	33	2.7%
3.106960002	40	3.2%
3.126011472	40	3.2%
3.140995239	8	0.6%
3.164804649	40	3.2%
3.166083167	8	0.6%
3.166768986	8	0.6%
3.178193346	8	0.6%

Value	Count	Frequency (%)
3.053148837	39	3.1%
3.053451378	35	2.8%
3.105982448	33	2.6%
3.106960002	40	3.2%
3.126011472	40	3.2%
3.140995239	8	0.6%
3.164804649	40	3.2%
3.166083167	8	0.6%
3.166768986	8	0.6%
3.178193346	8	0.6%

Value	Count	Frequency (%)
0.325	1	0.1%
3.598775576	1	0.1%
3.625166945	1	0.1%
3.640520298	1	0.1%
3.677968801	1	0.1%
3.687803679	1	0.1%
3.687906292	1	0.1%
3.688978761	1	0.1%
3.69055705	1	0.1%
3.692199112	1	0.1%

Air_System_Pressure(bar)
Real number (ℝ)

	Machine Failure	No Machine Failure
Distinct	1253	1219
Distinct (%)	99.7%	99.4%
Missing	8	9
Missing (%)	0.6%	0.7%
Infinite	0	0
Infinite (%)	0.0%	0.0%
Mean	6.5029797	6.4954758

	Machine Failure	No Machine Failure
Minimum	5.06348	5.2838334
Maximum	7.9739915	7.7811509
Zeros	0	0
Zeros (%)	0.0%	0.0%
Negative	0	0
Negative (%)	0.0%	0.0%
Memory size	19.8 KiB	19.3 KiB

Quantile statistics

	Machine Failure	No Machine Failure
Minimum	5.06348	5.2838334
5-th percentile	5.8467548	5.78528
Q1	6.2252247	6.2077663
median	6.5141184	6.4963997
Q3	6.7753749	6.7872089
95-th percentile	7.1463376	7.1475323
Maximum	7.9739915	7.7811509
Range	2.9105115	2.4973174
Interquartile range (IQR)	0.5501502	0.57944258

Descriptive statistics

	Machine Failure	No Machine Failure
Standard deviation	0.39943837	0.41529385
Coefficient of variation (CV)	0.0614239	0.063935863
Kurtosis	0.25735226	-0.23139853
Mean	6.5029797	6.4954758
Median Absolute Deviation (MAD)	0.27842153	0.2903217
Skewness	-0.076139189	-0.029655592
Sum	8174.2455	7963.4533
Variance	0.15955101	0.17246898
Monotonicity	Not monotonic	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6.011482601	2	0.2%
5.628717474	2	0.2%
6.167548538	2	0.2%
6.875057514	2	0.2%
6.284964506	1	0.1%
6.625977349	1	0.1%
6.454987861	1	0.1%
6.851014359	1	0.1%
6.546397488	1	0.1%
6.694545638	1	0.1%
Other values (1243)	1243	98.3%
(Missing)	8	0.6%

Value	Count	Frequency (%)
5.955234644	2	0.2%
6.668244826	2	0.2%
5.928643257	2	0.2%
6.753559682	2	0.2%
6.430073321	2	0.2%
6.836188036	2	0.2%
6.940606305	2	0.2%
6.002229092	1	0.1%
6.570121899	1	0.1%
6.920052926	1	0.1%
Other values (1209)	1209	97.9%
(Missing)	9	0.7%

Value	Count	Frequency (%)
5.063480035	1	0.1%
5.091411159	1	0.1%
5.151876018	1	0.1%
5.305505788	1	0.1%
5.4183556	1	0.1%
5.418400521	1	0.1%
5.420784643	1	0.1%
5.456958909	1	0.1%
5.471375096	1	0.1%
5.5273256	1	0.1%

Value	Count	Frequency (%)
5.283833449	1	0.1%
5.329776651	1	0.1%
5.366874865	1	0.1%
5.384449305	1	0.1%
5.399351647	1	0.1%
5.431781501	1	0.1%
5.479329636	1	0.1%
5.522279489	1	0.1%
5.528620937	1	0.1%
5.539618105	1	0.1%

Value	Count	Frequency (%)
5.283833449	1	0.1%
5.329776651	1	0.1%
5.366874865	1	0.1%
5.384449305	1	0.1%
5.399351647	1	0.1%
5.431781501	1	0.1%
5.479329636	1	0.1%
5.522279489	1	0.1%
5.528620937	1	0.1%
5.539618105	1	0.1%

Value	Count	Frequency (%)
5.063480035	1	0.1%
5.091411159	1	0.1%
5.151876018	1	0.1%
5.305505788	1	0.1%
5.4183556	1	0.1%
5.418400521	1	0.1%
5.420784643	1	0.1%
5.456958909	1	0.1%
5.471375096	1	0.1%
5.5273256	1	0.1%

Coolant_Temperature
Real number (ℝ)

	Machine Failure	No Machine Failure
Distinct	238	118
Distinct (%)	18.8%	9.6%
Missing	0	12
Missing (%)	0.0%	1.0%
Infinite	0	0
Infinite (%)	0.0%	0.0%
Mean	19.983083	17.087817

	Machine Failure	No Machine Failure
Minimum	4.1	4.5
Maximum	36.5	98.2
Zeros	0	0
Zeros (%)	0.0%	0.0%
Negative	0	0
Negative (%)	0.0%	0.0%
Memory size	19.8 KiB	19.3 KiB

Quantile statistics

	Machine Failure	No Machine Failure
Minimum	4.1	4.5
5-th percentile	5.9	4.62
Q1	12.3	8.7
median	23	20.6
Q3	26.5	23.9
95-th percentile	30.3	27.97
Maximum	36.5	98.2
Range	32.4	93.7
Interquartile range (IQR)	14.2	15.2

Descriptive statistics

	Machine Failure	No Machine Failure
Standard deviation	8.37812	8.4889544
Coefficient of variation (CV)	0.41926063	0.49678403
Kurtosis	-1.2119301	5.1721413
Mean	19.983083	17.087817
Median Absolute Deviation (MAD)	6.1	7.9
Skewness	-0.37986432	0.61734116
Sum	25278.6	20898.4
Variance	70.192894	72.062347
Monotonicity	Not monotonic	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
26.4	71	5.6%
25.6	69	5.5%
24.4	68	5.4%
28.7	68	5.4%
27	67	5.3%
29.8	67	5.3%
30.3	66	5.2%
25.8	18	1.4%
13.4	17	1.3%
8.6	16	1.3%
Other values (228)	738	58.3%

Value	Count	Frequency (%)
8.7	62	5.0%
11.9	62	5.0%
5.7	62	5.0%
6.8	62	5.0%
7.4	62	5.0%
9.9	62	5.0%
10.6	62	5.0%
12.2	62	5.0%
4.5	62	5.0%
21.7	16	1.3%
Other values (108)	649	52.6%

Value	Count	Frequency (%)
4.1	6	0.5%
4.2	5	0.4%
4.3	2	0.2%
4.4	3	0.2%
4.5	6	0.5%
4.6	2	0.2%
4.7	1	0.1%
4.8	2	0.2%
4.9	7	0.6%
5	6	0.5%

Value	Count	Frequency (%)
4.5	62	5.0%
5.7	62	5.0%
6.8	62	5.0%
7.4	62	5.0%
8.7	62	5.0%
9.9	62	5.0%
10.6	62	5.0%
11.9	62	5.0%
12.2	62	5.0%
20.1	5	0.4%

Value	Count	Frequency (%)
4.5	62	4.9%
5.7	62	4.9%
6.8	62	4.9%
7.4	62	4.9%
8.7	62	4.9%
9.9	62	4.9%
10.6	62	4.9%
11.9	62	4.9%
12.2	62	4.9%
20.1	5	0.4%

Value	Count	Frequency (%)
4.1	6	0.5%
4.2	5	0.4%
4.3	2	0.2%
4.4	3	0.2%
4.5	6	0.5%
4.6	2	0.2%
4.7	1	0.1%
4.8	2	0.2%
4.9	7	0.6%
5	6	0.5%

Hydraulic_Oil_Temperature
Real number (ℝ)

	Machine Failure	No Machine Failure
Distinct	190	187
Distinct (%)	15.1%	15.3%
Missing	5	11
Missing (%)	0.4%	0.9%
Infinite	0	0
Infinite (%)	0.0%	0.0%
Mean	47.571349	47.666667

	Machine Failure	No Machine Failure
Minimum	35.2	35.8
Maximum	59.5	61.4
Zeros	0	0
Zeros (%)	0.0%	0.0%
Negative	0	0
Negative (%)	0.0%	0.0%
Memory size	19.8 KiB	19.3 KiB

Quantile statistics

	Machine Failure	No Machine Failure
Minimum	35.2	35.8
5-th percentile	41.095	41.515
Q1	45.1	45.1
median	47.6	47.7
Q3	50.1	50.1
95-th percentile	53.705	53.7
Maximum	59.5	61.4
Range	24.3	25.6
Interquartile range (IQR)	5	5

Descriptive statistics

	Machine Failure	No Machine Failure
Standard deviation	3.7910408	3.7464445
Coefficient of variation (CV)	0.079691681	0.078596737
Kurtosis	0.014719554	0.063293658
Mean	47.571349	47.666667
Median Absolute Deviation (MAD)	2.5	2.5
Skewness	-0.043203401	0.042276368
Sum	59939.9	58344
Variance	14.37199	14.035846
Monotonicity	Not monotonic	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
46.6	18	1.4%
47.9	18	1.4%
47.5	17	1.3%
49.5	17	1.3%
45.4	17	1.3%
46.2	17	1.3%
45.2	16	1.3%
49.6	16	1.3%
48.5	16	1.3%
50	16	1.3%
Other values (180)	1092	86.3%

Value	Count	Frequency (%)
49.3	19	1.5%
48	18	1.5%
44.7	17	1.4%
45.5	17	1.4%
47.3	16	1.3%
47.2	16	1.3%
50	16	1.3%
48.9	16	1.3%
44.8	15	1.2%
47	15	1.2%
Other values (177)	1059	85.7%

Value	Count	Frequency (%)
35.2	1	0.1%
36.2	1	0.1%
36.4	1	0.1%
37.1	1	0.1%
37.4	1	0.1%
37.5	1	0.1%
37.6	1	0.1%
37.8	2	0.2%
38.1	1	0.1%
38.5	1	0.1%

Value	Count	Frequency (%)
35.8	1	0.1%
36.1	1	0.1%
36.9	1	0.1%
37.8	1	0.1%
38.2	1	0.1%
38.3	2	0.2%
38.7	2	0.2%
38.8	3	0.2%
39	1	0.1%
39.1	2	0.2%

Value	Count	Frequency (%)
35.8	1	0.1%
36.1	1	0.1%
36.9	1	0.1%
37.8	1	0.1%
38.2	1	0.1%
38.3	2	0.2%
38.7	2	0.2%
38.8	3	0.2%
39	1	0.1%
39.1	2	0.2%

Value	Count	Frequency (%)
35.2	1	0.1%
36.2	1	0.1%
36.4	1	0.1%
37.1	1	0.1%
37.4	1	0.1%
37.5	1	0.1%
37.6	1	0.1%
37.8	2	0.2%
38.1	1	0.1%
38.5	1	0.1%

Spindle_Bearing_Temperature
Real number (ℝ)

	Machine Failure	No Machine Failure
Distinct	181	182
Distinct (%)	14.3%	14.8%
Missing	2	5
Missing (%)	0.2%	0.4%
Infinite	0	0
Infinite (%)	0.0%	0.0%
Mean	34.99137	35.137967

	Machine Failure	No Machine Failure
Minimum	23.2	22.6
Maximum	49.5	46
Zeros	0	0
Zeros (%)	0.0%	0.0%
Negative	0	0
Negative (%)	0.0%	0.0%
Memory size	19.8 KiB	19.3 KiB

Quantile statistics

	Machine Failure	No Machine Failure
Minimum	23.2	22.6
5-th percentile	28.71	29.2
Q1	32.4	32.6
median	35	35.1
Q3	37.6	37.6
95-th percentile	41.19	41.1
Maximum	49.5	46
Range	26.3	23.4
Interquartile range (IQR)	5.2	5

Descriptive statistics

	Machine Failure	No Machine Failure
Standard deviation	3.8316862	3.6949922
Coefficient of variation (CV)	0.10950375	0.10515669
Kurtosis	-0.050887256	-0.034881651
Mean	34.99137	35.137967
Median Absolute Deviation (MAD)	2.6	2.5
Skewness	-0.0092472753	-0.062010752
Sum	44194.1	43219.7
Variance	14.681819	13.652967
Monotonicity	Not monotonic	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
36.2	20	1.6%
33.8	19	1.5%
35.3	18	1.4%
34.9	17	1.3%
38.6	17	1.3%
33.3	16	1.3%
34.1	16	1.3%
37.6	16	1.3%
36.6	16	1.3%
36	15	1.2%
Other values (171)	1093	86.4%

Value	Count	Frequency (%)
34.6	22	1.8%
33.7	20	1.6%
35.2	20	1.6%
37.5	19	1.5%
37	19	1.5%
35.5	17	1.4%
34	17	1.4%
34.1	16	1.3%
36.8	15	1.2%
37.6	15	1.2%
Other values (172)	1050	85.0%

Value	Count	Frequency (%)
23.2	1	0.1%
23.4	1	0.1%
23.5	1	0.1%
23.8	1	0.1%
24	2	0.2%
24.1	1	0.1%
24.9	1	0.1%
25.3	1	0.1%
25.6	1	0.1%
26.2	2	0.2%

Value	Count	Frequency (%)
22.6	1	0.1%
24.8	1	0.1%
24.9	1	0.1%
25.2	2	0.2%
25.3	1	0.1%
25.4	1	0.1%
25.5	2	0.2%
25.6	1	0.1%
26.2	2	0.2%
26.3	2	0.2%

Value	Count	Frequency (%)
22.6	1	0.1%
24.8	1	0.1%
24.9	1	0.1%
25.2	2	0.2%
25.3	1	0.1%
25.4	1	0.1%
25.5	2	0.2%
25.6	1	0.1%
26.2	2	0.2%
26.3	2	0.2%

Value	Count	Frequency (%)
23.2	1	0.1%
23.4	1	0.1%
23.5	1	0.1%
23.8	1	0.1%
24	2	0.2%
24.1	1	0.1%
24.9	1	0.1%
25.3	1	0.1%
25.6	1	0.1%
26.2	2	0.2%

Spindle_Vibration
Real number (ℝ)

	Machine Failure	No Machine Failure
Distinct	817	781
Distinct (%)	64.8%	63.6%
Missing	4	7
Missing (%)	0.3%	0.6%
Infinite	0	0
Infinite (%)	0.0%	0.0%
Mean	1.0036963	1.0151238

	Machine Failure	No Machine Failure
Minimum	0.033	-0.461
Maximum	2	1.994
Zeros	0	0
Zeros (%)	0.0%	0.0%
Negative	0	1
Negative (%)	0.0%	0.1%
Memory size	19.8 KiB	19.3 KiB

Quantile statistics

	Machine Failure	No Machine Failure
Minimum	0.033	-0.461
5-th percentile	0.423	0.47905
Q1	0.778	0.77675
median	0.996	1.0205
Q3	1.241	1.231
95-th percentile	1.59	1.59185
Maximum	2	1.994
Range	1.967	2.455
Interquartile range (IQR)	0.463	0.45425

Descriptive statistics

	Machine Failure	No Machine Failure
Standard deviation	0.34673757	0.3389537
Coefficient of variation (CV)	0.34546065	0.33390381
Kurtosis	-0.16972858	0.15851884
Mean	1.0036963	1.0151238
Median Absolute Deviation (MAD)	0.232	0.228
Skewness	0.040548026	-0.038971128
Sum	1265.661	1246.572
Variance	0.12022694	0.11488961
Monotonicity	Not monotonic	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.319	6	0.5%
1.072	5	0.4%
0.951	5	0.4%
1.127	5	0.4%
0.782	5	0.4%
0.855	5	0.4%
1.45	5	0.4%
0.572	4	0.3%
0.996	4	0.3%
0.964	4	0.3%
Other values (807)	1213	95.9%

Value	Count	Frequency (%)
1.158	6	0.5%
1.286	5	0.4%
1.17	5	0.4%
1.151	5	0.4%
0.702	5	0.4%
1.223	5	0.4%
1.175	5	0.4%
0.912	5	0.4%
1.231	5	0.4%
0.879	5	0.4%
Other values (771)	1177	95.3%
(Missing)	7	0.6%

Value	Count	Frequency (%)
0.033	1	0.1%
0.088	1	0.1%
0.107	1	0.1%
0.172	1	0.1%
0.173	1	0.1%
0.176	1	0.1%
0.182	1	0.1%
0.184	1	0.1%
0.215	1	0.1%
0.216	2	0.2%

Value	Count	Frequency (%)
-0.461	1	0.1%
0.01	3	0.2%
0.012	1	0.1%
0.076	1	0.1%
0.141	1	0.1%
0.156	1	0.1%
0.159	1	0.1%
0.16	1	0.1%
0.182	1	0.1%
0.197	1	0.1%

Value	Count	Frequency (%)
-0.461	1	0.1%
0.01	3	0.2%
0.012	1	0.1%
0.076	1	0.1%
0.141	1	0.1%
0.156	1	0.1%
0.159	1	0.1%
0.16	1	0.1%
0.182	1	0.1%
0.197	1	0.1%

Value	Count	Frequency (%)
0.033	1	0.1%
0.088	1	0.1%
0.107	1	0.1%
0.172	1	0.1%
0.173	1	0.1%
0.176	1	0.1%
0.182	1	0.1%
0.184	1	0.1%
0.215	1	0.1%
0.216	2	0.2%

Tool_Vibration
Real number (ℝ)

	Machine Failure	No Machine Failure
Distinct	1212	1197
Distinct (%)	96.3%	97.3%
Missing	6	5
Missing (%)	0.5%	0.4%
Infinite	0	0
Infinite (%)	0.0%	0.0%
Mean	25.374516	25.450317

	Machine Failure	No Machine Failure
Minimum	5.775	2.161
Maximum	45.492	45.726
Zeros	0	0
Zeros (%)	0.0%	0.0%
Negative	0	0
Negative (%)	0.0%	0.0%
Memory size	19.8 KiB	19.3 KiB

Quantile statistics

	Machine Failure	No Machine Failure
Minimum	5.775	2.161
5-th percentile	14.3427	15.29185
Q1	21.0585	21.1335
median	25.328	25.57
Q3	29.747	29.79975
95-th percentile	36.0745	35.6033
Maximum	45.492	45.726
Range	39.717	43.565
Interquartile range (IQR)	8.6885	8.66625

Descriptive statistics

	Machine Failure	No Machine Failure
Standard deviation	6.5041643	6.3702259
Coefficient of variation (CV)	0.25632663	0.25030045
Kurtosis	-0.012091322	0.029442545
Mean	25.374516	25.450317
Median Absolute Deviation (MAD)	4.367	4.3255
Skewness	-0.059042187	-0.062438042
Sum	31946.516	31303.89
Variance	42.304153	40.579778
Monotonicity	Not monotonic	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
30.128	2	0.2%
28.693	2	0.2%
24.553	2	0.2%
28.178	2	0.2%
27.441	2	0.2%
22.892	2	0.2%
27.886	2	0.2%
23.019	2	0.2%
25.98	2	0.2%
24.991	2	0.2%
Other values (1202)	1239	97.9%
(Missing)	6	0.5%

Value	Count	Frequency (%)
25.913	2	0.2%
15.204	2	0.2%
18.007	2	0.2%
23.781	2	0.2%
19.49	2	0.2%
25.661	2	0.2%
24.791	2	0.2%
29.79	2	0.2%
24.189	2	0.2%
22.89	2	0.2%
Other values (1187)	1210	98.0%
(Missing)	5	0.4%

Value	Count	Frequency (%)
5.775	1	0.1%
5.892	1	0.1%
6.338	1	0.1%
6.539	1	0.1%
7.286	1	0.1%
7.817	1	0.1%
8.188	1	0.1%
8.496	1	0.1%
8.928	1	0.1%
9.101	1	0.1%

Value	Count	Frequency (%)
2.161	1	0.1%
3.469	1	0.1%
6.886	1	0.1%
6.977	1	0.1%
8.388	1	0.1%
8.5	1	0.1%
8.528	1	0.1%
8.644	1	0.1%
9.138	1	0.1%
9.694	1	0.1%

Value	Count	Frequency (%)
2.161	1	0.1%
3.469	1	0.1%
6.886	1	0.1%
6.977	1	0.1%
8.388	1	0.1%
8.5	1	0.1%
8.528	1	0.1%
8.644	1	0.1%
9.138	1	0.1%
9.694	1	0.1%

Value	Count	Frequency (%)
5.775	1	0.1%
5.892	1	0.1%
6.338	1	0.1%
6.539	1	0.1%
7.286	1	0.1%
7.817	1	0.1%
8.188	1	0.1%
8.496	1	0.1%
8.928	1	0.1%
9.101	1	0.1%

Spindle_Speed(RPM)
Real number (ℝ)

	Machine Failure	No Machine Failure
Distinct	568	612
Distinct (%)	44.9%	49.8%
Missing	0	6
Missing (%)	0.0%	0.5%
Infinite	0	0
Infinite (%)	0.0%	0.0%
Mean	21319.361	19199.626

	Machine Failure	No Machine Failure
Minimum	0	13272
Maximum	27957	27882
Zeros	7	0
Zeros (%)	0.6%	0.0%
Negative	0	0
Negative (%)	0.0%	0.0%
Memory size	19.8 KiB	19.3 KiB

Quantile statistics

	Machine Failure	No Machine Failure
Minimum	0	13272
5-th percentile	16189.2	13272
Q1	18461	16198
median	19964	20194
Q3	25528	21688
95-th percentile	27613	23466.8
Maximum	27957	27882
Range	27957	14610
Interquartile range (IQR)	7067	5490

Descriptive statistics

	Machine Failure	No Machine Failure
Standard deviation	4123.2133	3217.6066
Coefficient of variation (CV)	0.19340229	0.16758695
Kurtosis	2.3778197	-0.95916698
Mean	21319.361	19199.626
Median Absolute Deviation (MAD)	2045	2239
Skewness	-0.39227496	-0.39456153
Sum	26968992	23596340
Variance	17000888	10352992
Monotonicity	Not monotonic	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
23432	76	6.0%
26526	76	6.0%
27613	76	6.0%
26605	76	6.0%
20504	76	6.0%
21951	76	6.0%
17919	52	4.1%
25528	52	4.1%
27957	52	4.1%
20801	26	2.1%
Other values (558)	627	49.6%

Value	Count	Frequency (%)
17726	93	7.5%
16198	68	5.5%
18436	68	5.5%
14266	65	5.3%
13272	65	5.3%
19197	65	5.3%
14152	65	5.3%
15217	65	5.3%
20018	4	0.3%
20449	3	0.2%
Other values (602)	668	54.1%
(Missing)	6	0.5%

Value	Count	Frequency (%)
0	7	0.6%
12788	1	0.1%
13168	1	0.1%
13617	1	0.1%
13676	1	0.1%
13704	1	0.1%
13766	1	0.1%
13853	1	0.1%
13888	1	0.1%
13977	1	0.1%

Value	Count	Frequency (%)
13272	65	5.3%
14152	65	5.3%
14266	65	5.3%
15217	65	5.3%
16198	68	5.5%
17726	93	7.5%
18436	68	5.5%
19197	65	5.3%
20016	2	0.2%
20018	4	0.3%

Value	Count	Frequency (%)
13272	65	5.1%
14152	65	5.1%
14266	65	5.1%
15217	65	5.1%
16198	68	5.4%
17726	93	7.4%
18436	68	5.4%
19197	65	5.1%
20016	2	0.2%
20018	4	0.3%

Value	Count	Frequency (%)
0	7	0.6%
12788	1	0.1%
13168	1	0.1%
13617	1	0.1%
13676	1	0.1%
13704	1	0.1%
13766	1	0.1%
13853	1	0.1%
13888	1	0.1%
13977	1	0.1%

Voltage(volts)
Real number (ℝ)

	Machine Failure	No Machine Failure
Distinct	210	215
Distinct (%)	16.6%	17.5%
Missing	0	6
Missing (%)	0.0%	0.5%
Infinite	0	0
Infinite (%)	0.0%	0.0%
Mean	349.2585	348.72742

	Machine Failure	No Machine Failure
Minimum	202	207
Maximum	473	479
Zeros	0	0
Zeros (%)	0.0%	0.0%
Negative	0	0
Negative (%)	0.0%	0.0%
Memory size	19.8 KiB	19.3 KiB

Quantile statistics

	Machine Failure	No Machine Failure
Minimum	202	207
5-th percentile	275.2	274
Q1	319	319
median	348	350
Q3	380	379
95-th percentile	423	421
Maximum	473	479
Range	271	272
Interquartile range (IQR)	61	60

Descriptive statistics

	Machine Failure	No Machine Failure
Standard deviation	45.318043	45.4525
Coefficient of variation (CV)	0.12975502	0.13033819
Kurtosis	-0.15743087	-0.019438818
Mean	349.2585	348.72742
Median Absolute Deviation (MAD)	30	30
Skewness	0.0091653566	-0.067180128
Sum	441812	428586
Variance	2053.7251	2065.9297
Monotonicity	Not monotonic	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
363	18	1.4%
341	18	1.4%
356	15	1.2%
340	15	1.2%
334	14	1.1%
333	14	1.1%
330	14	1.1%
337	14	1.1%
354	14	1.1%
343	13	1.0%
Other values (200)	1116	88.2%

Value	Count	Frequency (%)
359	21	1.7%
360	18	1.5%
362	16	1.3%
364	15	1.2%
337	15	1.2%
367	15	1.2%
361	14	1.1%
312	14	1.1%
334	14	1.1%
326	13	1.1%
Other values (205)	1074	87.0%

Value	Count	Frequency (%)
202	2	0.2%
223	1	0.1%
225	1	0.1%
230	1	0.1%
235	1	0.1%
236	1	0.1%
237	1	0.1%
238	1	0.1%
240	2	0.2%
246	4	0.3%

Value	Count	Frequency (%)
207	1	0.1%
211	1	0.1%
221	1	0.1%
227	1	0.1%
228	1	0.1%
229	1	0.1%
230	2	0.2%
231	1	0.1%
234	2	0.2%
236	2	0.2%

Value	Count	Frequency (%)
207	1	0.1%
211	1	0.1%
221	1	0.1%
227	1	0.1%
228	1	0.1%
229	1	0.1%
230	2	0.2%
231	1	0.1%
234	2	0.2%
236	2	0.2%

Value	Count	Frequency (%)
202	2	0.2%
223	1	0.1%
225	1	0.1%
230	1	0.1%
235	1	0.1%
236	1	0.1%
237	1	0.1%
238	1	0.1%
240	2	0.2%
246	4	0.3%

Torque(Nm)
Real number (ℝ)

	Machine Failure	No Machine Failure
Distinct	750	578
Distinct (%)	59.7%	47.3%
Missing	9	12
Missing (%)	0.7%	1.0%
Infinite	0	0
Infinite (%)	0.0%	0.0%
Mean	22.760998	27.775692

	Machine Failure	No Machine Failure
Minimum	0	0
Maximum	36.254708	55.5524
Zeros	1	1
Zeros (%)	0.1%	0.1%
Negative	0	0
Negative (%)	0.0%	0.0%
Memory size	19.8 KiB	19.3 KiB

Quantile statistics

	Machine Failure	No Machine Failure
Minimum	0	0
5-th percentile	14.20289	20.274258
Q1	16.964105	22.231112
median	24.628028	28.38124
Q3	26.323808	33.923365
95-th percentile	29.466533	35.581221
Maximum	36.254708	55.5524
Range	36.254708	55.5524
Interquartile range (IQR)	9.3597033	11.692253

Descriptive statistics

	Machine Failure	No Machine Failure
Standard deviation	5.2081395	5.983624
Coefficient of variation (CV)	0.22881859	0.21542664
Kurtosis	-0.91088045	-1.0662484
Mean	22.760998	27.775692
Median Absolute Deviation (MAD)	2.6669074	5.6618758
Skewness	-0.44152211	0.052772871
Sum	28587.813	33969.672
Variance	27.124717	35.803756
Monotonicity	Not monotonic	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
14.20288973	64	5.1%
17.89931102	64	5.1%
16.96410507	64	5.1%
16.44955444	64	5.1%
15.1197393	64	5.1%
15.90071615	64	5.1%
14.10999444	17	1.3%
14.44705039	17	1.3%
25.64333674	4	0.3%
23.978001	4	0.3%
Other values (740)	830	65.6%
(Missing)	9	0.7%

Value	Count	Frequency (%)
35.58033366	79	6.4%
34.97300419	78	6.3%
33.92336502	77	6.2%
35.5812209	73	5.9%
32.37045571	73	5.9%
32.51929855	57	4.6%
31.62033518	57	4.6%
30.51400825	57	4.6%
33.35511961	14	1.1%
31.5210747	13	1.1%
Other values (568)	645	52.2%

Value	Count	Frequency (%)
0	1	0.1%
14.10999444	17	1.3%
14.20288973	64	5.1%
14.44705039	17	1.3%
15.1197393	64	5.1%
15.90071615	64	5.1%
16.44955444	64	5.1%
16.96410507	64	5.1%
17.89931102	64	5.1%
20.42361497	1	0.1%

Value	Count	Frequency (%)
0	1	0.1%
17.1222294	1	0.1%
18.15976264	1	0.1%
18.53772376	1	0.1%
18.74517041	1	0.1%
18.86069848	1	0.1%
18.90176981	1	0.1%
18.97765941	1	0.1%
19.00410016	1	0.1%
19.05187964	1	0.1%

Value	Count	Frequency (%)
0	1	0.1%
17.1222294	1	0.1%
18.15976264	1	0.1%
18.53772376	1	0.1%
18.74517041	1	0.1%
18.86069848	1	0.1%
18.90176981	1	0.1%
18.97765941	1	0.1%
19.00410016	1	0.1%
19.05187964	1	0.1%

Value	Count	Frequency (%)
0	1	0.1%
14.10999444	17	1.4%
14.20288973	64	5.2%
14.44705039	17	1.4%
15.1197393	64	5.2%
15.90071615	64	5.2%
16.44955444	64	5.2%
16.96410507	64	5.2%
17.89931102	64	5.2%
20.42361497	1	0.1%

Cutting(kN)
Real number (ℝ)

	Machine Failure	No Machine Failure
Distinct	111	107
Distinct (%)	8.8%	8.7%
Missing	2	5
Missing (%)	0.2%	0.4%
Infinite	0	0
Infinite (%)	0.0%	0.0%
Mean	3.0564133	2.5013415

	Machine Failure	No Machine Failure
Minimum	1.8	1.85
Maximum	3.93	3.72
Zeros	0	0
Zeros (%)	0.0%	0.0%
Negative	0	0
Negative (%)	0.0%	0.0%
Memory size	19.8 KiB	19.3 KiB

Quantile statistics

	Machine Failure	No Machine Failure
Minimum	1.8	1.85
5-th percentile	2.28	1.86
Q1	2.55	1.95
median	2.84	2.7
Q3	3.59	2.99
95-th percentile	3.91	3.2255
Maximum	3.93	3.72
Range	2.13	1.87
Interquartile range (IQR)	1.04	1.04

Descriptive statistics

	Machine Failure	No Machine Failure
Standard deviation	0.57302825	0.52700382
Coefficient of variation (CV)	0.18748389	0.21068847
Kurtosis	-1.5719189	-1.6635349
Mean	3.0564133	2.5013415
Median Absolute Deviation (MAD)	0.55	0.53
Skewness	0.041974757	0.03068755
Sum	3860.25	3076.65
Variance	0.32836137	0.27773302
Monotonicity	Not monotonic	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3.55	104	8.2%
3.67	104	8.2%
3.58	50	4.0%
3.59	50	4.0%
3.69	50	4.0%
3.61	50	4.0%
3.93	49	3.9%
3.49	49	3.9%
3.91	49	3.9%
2.57	19	1.5%
Other values (101)	689	54.5%

Value	Count	Frequency (%)
3	59	4.8%
2.88	58	4.7%
2.02	57	4.6%
1.99	57	4.6%
1.95	54	4.4%
1.88	53	4.3%
2.01	46	3.7%
2.11	46	3.7%
1.85	45	3.6%
1.87	45	3.6%
Other values (97)	710	57.5%

Value	Count	Frequency (%)
1.8	1	0.1%
1.88	1	0.1%
1.89	2	0.2%
1.94	1	0.1%
1.96	1	0.1%
2	1	0.1%
2.02	2	0.2%
2.03	1	0.1%
2.04	2	0.2%
2.05	2	0.2%

Value	Count	Frequency (%)
1.85	45	3.6%
1.86	45	3.6%
1.87	45	3.6%
1.88	53	4.3%
1.89	25	2.0%
1.91	45	3.6%
1.92	1	0.1%
1.95	54	4.4%
1.99	57	4.6%
2	12	1.0%

Value	Count	Frequency (%)
1.85	45	3.6%
1.86	45	3.6%
1.87	45	3.6%
1.88	53	4.2%
1.89	25	2.0%
1.91	45	3.6%
1.92	1	0.1%
1.95	54	4.3%
1.99	57	4.5%
2	12	0.9%

Value	Count	Frequency (%)
1.8	1	0.1%
1.88	1	0.1%
1.89	2	0.2%
1.94	1	0.1%
1.96	1	0.1%
2	1	0.1%
2.02	2	0.2%
2.03	1	0.1%
2.04	2	0.2%
2.05	2	0.2%

Downtime
Categorical

	Machine Failure	No Machine Failure
Distinct	1	1
Distinct (%)	0.1%	0.1%
Missing	0	0
Missing (%)	0.0%	0.0%
Memory size	19.8 KiB	19.3 KiB

Machine_Failure	1265

No_Machine_Failure	1235

Length

	Machine Failure	No Machine Failure
Max length	15	18
Median length	15	18
Mean length	15	18
Min length	15	18

Characters and Unicode

	Machine Failure	No Machine Failure
Total characters	18975	22230
Distinct characters	12	14
Distinct categories	3	3 ?
Distinct scripts	2	2 ?
Distinct blocks	1	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

	Machine Failure	No Machine Failure
Unique	0	0 ?
Unique (%)	0.0%	0.0%

Sample

	Machine Failure	No Machine Failure
1st row	Machine_Failure	No_Machine_Failure
2nd row	Machine_Failure	No_Machine_Failure
3rd row	Machine_Failure	No_Machine_Failure
4th row	Machine_Failure	No_Machine_Failure
5th row	Machine_Failure	No_Machine_Failure

Common Values

Value	Count	Frequency (%)
Machine_Failure	1265	100.0%

Value	Count	Frequency (%)
No_Machine_Failure	1235	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Machine Failure

No Machine Failure

Value	Count	Frequency (%)
machine_failure	1265	100.0%

Value	Count	Frequency (%)
no_machine_failure	1235	100.0%

Most occurring characters

Value	Count	Frequency (%)
a	2530	13.3%
i	2530	13.3%
e	2530	13.3%
M	1265	6.7%
c	1265	6.7%
h	1265	6.7%
n	1265	6.7%
_	1265	6.7%
F	1265	6.7%
l	1265	6.7%
Other values (2)	2530	13.3%

Value	Count	Frequency (%)
_	2470	11.1%
a	2470	11.1%
i	2470	11.1%
e	2470	11.1%
N	1235	5.6%
o	1235	5.6%
M	1235	5.6%
c	1235	5.6%
h	1235	5.6%
n	1235	5.6%
Other values (4)	4940	22.2%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	15180	80.0%
Uppercase Letter	2530	13.3%
Connector Punctuation	1265	6.7%

Value	Count	Frequency (%)
Lowercase Letter	16055	72.2%
Uppercase Letter	3705	16.7%
Connector Punctuation	2470	11.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
a	2530	16.7%
i	2530	16.7%
e	2530	16.7%
c	1265	8.3%
h	1265	8.3%
n	1265	8.3%
l	1265	8.3%
u	1265	8.3%
r	1265	8.3%

Value	Count	Frequency (%)
a	2470	15.4%
i	2470	15.4%
e	2470	15.4%
o	1235	7.7%
c	1235	7.7%
h	1235	7.7%
n	1235	7.7%
l	1235	7.7%
u	1235	7.7%
r	1235	7.7%

Uppercase Letter

Value	Count	Frequency (%)
M	1265	50.0%
F	1265	50.0%

Value	Count	Frequency (%)
N	1235	33.3%
M	1235	33.3%
F	1235	33.3%

Connector Punctuation

Value	Count	Frequency (%)
_	1265	100.0%

Value	Count	Frequency (%)
_	2470	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	17710	93.3%
Common	1265	6.7%

Value	Count	Frequency (%)
Latin	19760	88.9%
Common	2470	11.1%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	2530	14.3%
i	2530	14.3%
e	2530	14.3%
M	1265	7.1%
c	1265	7.1%
h	1265	7.1%
n	1265	7.1%
F	1265	7.1%
l	1265	7.1%
u	1265	7.1%

Value	Count	Frequency (%)
a	2470	12.5%
i	2470	12.5%
e	2470	12.5%
N	1235	6.2%
o	1235	6.2%
M	1235	6.2%
c	1235	6.2%
h	1235	6.2%
n	1235	6.2%
F	1235	6.2%
Other values (3)	3705	18.8%

Common

Value	Count	Frequency (%)
_	1265	100.0%

Value	Count	Frequency (%)
_	2470	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	18975	100.0%

Value	Count	Frequency (%)
ASCII	22230	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
a	2530	13.3%
i	2530	13.3%
e	2530	13.3%
M	1265	6.7%
c	1265	6.7%
h	1265	6.7%
n	1265	6.7%
_	1265	6.7%
F	1265	6.7%
l	1265	6.7%
Other values (2)	2530	13.3%

Value	Count	Frequency (%)
_	2470	11.1%
a	2470	11.1%
i	2470	11.1%
e	2470	11.1%
N	1235	5.6%
o	1235	5.6%
M	1235	5.6%
c	1235	5.6%
h	1235	5.6%
n	1235	5.6%
Other values (4)	4940	22.2%

month_sin
Real number (ℝ)

	Machine Failure	No Machine Failure
Distinct	8	6
Distinct (%)	0.6%	0.5%
Missing	0	0
Missing (%)	0.0%	0.0%
Infinite	0	0
Infinite (%)	0.0%	0.0%
Mean	0.86903607	0.86484366

	Machine Failure	No Machine Failure
Minimum	-0.5	-2.4492936 × 10^-16
Maximum	1	1
Zeros	0	0
Zeros (%)	0.0%	0.0%
Negative	15	11
Negative (%)	1.2%	0.9%
Memory size	19.8 KiB	19.3 KiB

Quantile statistics

	Machine Failure	No Machine Failure
Minimum	-0.5	-2.4492936 × 10^-16
5-th percentile	0.5	0.5
Q1	0.8660254	0.8660254
median	0.8660254	0.8660254
Q3	1	1
95-th percentile	1	1
Maximum	1	1
Range	1.5	1
Interquartile range (IQR)	0.1339746	0.1339746

Descriptive statistics

	Machine Failure	No Machine Failure
Standard deviation	0.18740403	0.18344383
Coefficient of variation (CV)	0.21564586	0.21211213
Kurtosis	9.5081085	5.1509266
Mean	0.86903607	0.86484366
Median Absolute Deviation (MAD)	0.1339746	0.1339746
Skewness	-2.6459352	-2.1111529
Sum	1099.3306	1068.0819
Variance	0.035120272	0.033651638
Monotonicity	Not monotonic	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
1	533	42.1%
0.8660254038	296	23.4%
0.8660254038	280	22.1%
0.5	137	10.8%
-2.449293598 × 10^-16	13	1.0%
1.224646799 × 10^-16	4	0.3%
-0.5	1	0.1%
-0.5	1	0.1%

Value	Count	Frequency (%)
1	515	41.7%
0.8660254038	301	24.4%
0.8660254038	247	20.0%
0.5	157	12.7%
-2.449293598 × 10^-16	11	0.9%
1.224646799 × 10^-16	4	0.3%

Value	Count	Frequency (%)
-0.5	1	0.1%
-0.5	1	0.1%
-2.449293598 × 10^-16	13	1.0%
1.224646799 × 10^-16	4	0.3%
0.5	137	10.8%
0.8660254038	296	23.4%
0.8660254038	280	22.1%
1	533	42.1%

Value	Count	Frequency (%)
-2.449293598 × 10^-16	11	0.9%
1.224646799 × 10^-16	4	0.3%
0.5	157	12.7%
0.8660254038	301	24.4%
0.8660254038	247	20.0%
1	515	41.7%

Value	Count	Frequency (%)
-2.449293598 × 10^-16	11	0.9%
1.224646799 × 10^-16	4	0.3%
0.5	157	12.4%
0.8660254038	301	23.8%
0.8660254038	247	19.5%
1	515	40.7%

Value	Count	Frequency (%)
-0.5	1	0.1%
-0.5	1	0.1%
-2.449293598 × 10^-16	13	1.1%
1.224646799 × 10^-16	4	0.3%
0.5	137	11.1%
0.8660254038	296	24.0%
0.8660254038	280	22.7%
1	533	43.2%

month_cos
Real number (ℝ)

	Machine Failure	No Machine Failure
Distinct	9	7
Distinct (%)	0.7%	0.6%
Missing	0	0
Missing (%)	0.0%	0.0%
Infinite	0	0
Infinite (%)	0.0%	0.0%
Mean	0.038769122	0.045061243

	Machine Failure	No Machine Failure
Minimum	-1	-1
Maximum	1	1
Zeros	0	0
Zeros (%)	0.0%	0.0%
Negative	335	317
Negative (%)	26.5%	25.7%
Memory size	19.8 KiB	19.3 KiB

Quantile statistics

	Machine Failure	No Machine Failure
Minimum	-1	-1
5-th percentile	-0.5	-0.8660254
Q1	-0.5	-0.5
median	6.123234 × 10^-17	6.123234 × 10^-17
Q3	0.5	0.5
95-th percentile	0.8660254	0.8660254
Maximum	1	1
Range	2	2
Interquartile range (IQR)	1	1

Descriptive statistics

	Machine Failure	No Machine Failure
Standard deviation	0.45644874	0.46536641
Coefficient of variation (CV)	11.773512	10.327421
Kurtosis	-0.66060648	-0.65590882
Mean	0.038769122	0.045061243
Median Absolute Deviation (MAD)	0.5	0.5
Skewness	0.036071318	-0.050351357
Sum	49.04294	55.650635
Variance	0.20834545	0.21656589
Monotonicity	Not monotonic	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
6.123233996 × 10^-17	533	42.1%
0.5	296	23.4%
-0.5	280	22.1%
0.8660254038	87	6.9%
-0.8660254038	50	4.0%
1	13	1.0%
-1	4	0.3%
0.8660254038	1	0.1%
-0.8660254038	1	0.1%

Value	Count	Frequency (%)
6.123233996 × 10^-17	515	41.7%
0.5	301	24.4%
-0.5	247	20.0%
0.8660254038	91	7.4%
-0.8660254038	66	5.3%
1	11	0.9%
-1	4	0.3%

Value	Count	Frequency (%)
-1	4	0.3%
-0.8660254038	1	0.1%
-0.8660254038	50	4.0%
-0.5	280	22.1%
6.123233996 × 10^-17	533	42.1%
0.5	296	23.4%
0.8660254038	1	0.1%
0.8660254038	87	6.9%
1	13	1.0%

Value	Count	Frequency (%)
-1	4	0.3%
-0.8660254038	66	5.3%
-0.5	247	20.0%
6.123233996 × 10^-17	515	41.7%
0.5	301	24.4%
0.8660254038	91	7.4%
1	11	0.9%

Value	Count	Frequency (%)
-1	4	0.3%
-0.8660254038	66	5.2%
-0.5	247	19.5%
6.123233996 × 10^-17	515	40.7%
0.5	301	23.8%
0.8660254038	91	7.2%
1	11	0.9%

Value	Count	Frequency (%)
-1	4	0.3%
-0.8660254038	1	0.1%
-0.8660254038	50	4.0%
-0.5	280	22.7%
6.123233996 × 10^-17	533	43.2%
0.5	296	24.0%
0.8660254038	1	0.1%
0.8660254038	87	7.0%
1	13	1.1%

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Machine Failure

	Air_System_Pressure(bar)	Assembly_Line_No	Coolant_Pressure(bar)	Coolant_Temperature	Cutting(kN)	Hydraulic_Oil_Temperature	Hydraulic_Pressure(bar)	Machine_ID	Spindle_Bearing_Temperature	Spindle_Speed(RPM)	Spindle_Vibration	Tool_Vibration	Torque(Nm)	Voltage(volts)	month_cos	month_sin
Air_System_Pressure(bar)	1.000	0.000	-0.043	0.035	0.009	-0.050	-0.021	0.000	0.002	-0.014	0.033	0.048	0.017	-0.037	-0.008	0.034
Assembly_Line_No	0.000	1.000	0.000	0.000	0.049	0.030	0.000	1.000	0.000	0.000	0.000	0.039	0.027	0.050	0.039	0.000
Coolant_Pressure(bar)	-0.043	0.000	1.000	0.025	0.317	-0.004	0.048	0.000	0.025	0.087	-0.027	-0.010	-0.188	0.016	0.270	-0.377
Coolant_Temperature	0.035	0.000	0.025	1.000	0.069	-0.015	-0.051	0.000	-0.032	0.035	-0.002	0.006	-0.025	0.006	0.022	-0.074
Cutting(kN)	0.009	0.049	0.317	0.069	1.000	-0.013	0.035	0.049	-0.004	0.178	0.004	-0.044	-0.043	-0.048	0.146	-0.208
Hydraulic_Oil_Temperature	-0.050	0.030	-0.004	-0.015	-0.013	1.000	-0.007	0.030	0.053	0.040	0.004	-0.012	0.006	0.047	-0.062	0.018
Hydraulic_Pressure(bar)	-0.021	0.000	0.048	-0.051	0.035	-0.007	1.000	0.000	0.052	0.037	-0.041	0.053	-0.116	0.012	-0.014	-0.017
Machine_ID	0.000	1.000	0.000	0.000	0.049	0.030	0.000	1.000	0.000	0.000	0.000	0.039	0.027	0.050	0.039	0.000
Spindle_Bearing_Temperature	0.002	0.000	0.025	-0.032	-0.004	0.053	0.052	0.000	1.000	0.052	-0.040	0.006	-0.058	0.014	-0.013	-0.040
Spindle_Speed(RPM)	-0.014	0.000	0.087	0.035	0.178	0.040	0.037	0.000	0.052	1.000	0.018	-0.011	-0.159	-0.010	0.069	-0.205
Spindle_Vibration	0.033	0.000	-0.027	-0.002	0.004	0.004	-0.041	0.000	-0.040	0.018	1.000	0.009	0.018	-0.000	-0.000	0.013
Tool_Vibration	0.048	0.039	-0.010	0.006	-0.044	-0.012	0.053	0.039	0.006	-0.011	0.009	1.000	0.008	0.022	0.006	-0.012
Torque(Nm)	0.017	0.027	-0.188	-0.025	-0.043	0.006	-0.116	0.027	-0.058	-0.159	0.018	0.008	1.000	0.005	-0.139	0.372
Voltage(volts)	-0.037	0.050	0.016	0.006	-0.048	0.047	0.012	0.050	0.014	-0.010	-0.000	0.022	0.005	1.000	0.006	0.008
month_cos	-0.008	0.039	0.270	0.022	0.146	-0.062	-0.014	0.039	-0.013	0.069	-0.000	0.006	-0.139	0.006	1.000	-0.347
month_sin	0.034	0.000	-0.377	-0.074	-0.208	0.018	-0.017	0.000	-0.040	-0.205	0.013	-0.012	0.372	0.008	-0.347	1.000

No Machine Failure

	Air_System_Pressure(bar)	Assembly_Line_No	Coolant_Pressure(bar)	Coolant_Temperature	Cutting(kN)	Hydraulic_Oil_Temperature	Hydraulic_Pressure(bar)	Machine_ID	Spindle_Bearing_Temperature	Spindle_Speed(RPM)	Spindle_Vibration	Tool_Vibration	Torque(Nm)	Voltage(volts)	month_cos	month_sin
Air_System_Pressure(bar)	1.000	0.000	-0.015	0.048	-0.022	0.001	-0.020	0.000	0.033	0.006	-0.011	0.063	0.056	0.049	-0.027	-0.018
Assembly_Line_No	0.000	1.000	0.000	0.047	0.000	0.015	0.051	1.000	0.000	0.000	0.029	0.000	0.044	0.044	0.000	0.000
Coolant_Pressure(bar)	-0.015	0.000	1.000	0.060	0.085	0.016	0.009	0.000	-0.044	0.160	0.023	-0.002	-0.089	0.021	0.109	0.190
Coolant_Temperature	0.048	0.047	0.060	1.000	0.034	0.051	0.027	0.047	0.018	0.106	0.018	-0.008	-0.065	0.006	0.028	0.164
Cutting(kN)	-0.022	0.000	0.085	0.034	1.000	-0.005	0.021	0.000	0.028	0.128	-0.020	-0.037	-0.063	-0.032	0.083	0.027
Hydraulic_Oil_Temperature	0.001	0.015	0.016	0.051	-0.005	1.000	0.039	0.015	0.003	-0.022	-0.010	-0.006	-0.029	0.017	0.005	0.040
Hydraulic_Pressure(bar)	-0.020	0.051	0.009	0.027	0.021	0.039	1.000	0.051	-0.038	0.035	0.034	-0.038	-0.004	-0.029	-0.022	0.043
Machine_ID	0.000	1.000	0.000	0.047	0.000	0.015	0.051	1.000	0.000	0.000	0.029	0.000	0.044	0.044	0.000	0.000
Spindle_Bearing_Temperature	0.033	0.000	-0.044	0.018	0.028	0.003	-0.038	0.000	1.000	0.006	-0.032	-0.055	0.032	0.005	0.002	-0.028
Spindle_Speed(RPM)	0.006	0.000	0.160	0.106	0.128	-0.022	0.035	0.000	0.006	1.000	0.024	0.003	-0.144	-0.033	0.006	0.158
Spindle_Vibration	-0.011	0.029	0.023	0.018	-0.020	-0.010	0.034	0.029	-0.032	0.024	1.000	-0.034	0.024	0.020	0.013	0.017
Tool_Vibration	0.063	0.000	-0.002	-0.008	-0.037	-0.006	-0.038	0.000	-0.055	0.003	-0.034	1.000	-0.034	0.025	-0.014	-0.009
Torque(Nm)	0.056	0.044	-0.089	-0.065	-0.063	-0.029	-0.004	0.044	0.032	-0.144	0.024	-0.034	1.000	0.036	-0.104	-0.077
Voltage(volts)	0.049	0.044	0.021	0.006	-0.032	0.017	-0.029	0.044	0.005	-0.033	0.020	0.025	0.036	1.000	0.008	-0.011
month_cos	-0.027	0.000	0.109	0.028	0.083	0.005	-0.022	0.000	0.002	0.006	0.013	-0.014	-0.104	0.008	1.000	-0.335
month_sin	-0.018	0.000	0.190	0.164	0.027	0.040	0.043	0.000	-0.028	0.158	0.017	-0.009	-0.077	-0.011	-0.335	1.000

Machine Failure

A simple visualization of nullity by column.

No Machine Failure

A simple visualization of nullity by column.

Machine Failure

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

No Machine Failure

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

Machine Failure

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

No Machine Failure

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

Machine Failure

	Machine_ID	Assembly_Line_No	Hydraulic_Pressure(bar)	Coolant_Pressure(bar)	Air_System_Pressure(bar)	Coolant_Temperature	Hydraulic_Oil_Temperature	Spindle_Bearing_Temperature	Spindle_Vibration	Tool_Vibration	Spindle_Speed(RPM)	Voltage(volts)	Torque(Nm)	Cutting(kN)	Downtime	month_sin	month_cos
0	Makino-L1-Unit1-2013	Shopfloor-L1	71.04	6.933725	6.284965	25.6	46.0	33.4	1.291	26.492	25892.0	335.0	24.055326	3.58	Machine_Failure	-2.449294e-16	1.000000e+00
1	Makino-L1-Unit1-2013	Shopfloor-L1	125.33	4.936892	6.196733	35.3	47.4	34.6	1.382	25.274	19856.0	368.0	14.202890	2.68	Machine_Failure	-2.449294e-16	1.000000e+00
2	Makino-L3-Unit1-2015	Shopfloor-L3	71.12	6.839413	6.655448	13.1	40.7	33.0	1.319	30.608	19851.0	325.0	24.049267	3.55	Machine_Failure	-2.449294e-16	1.000000e+00
3	Makino-L2-Unit1-2015	Shopfloor-L2	139.34	4.574382	6.560394	24.4	44.2	40.6	0.618	30.791	18461.0	360.0	25.860029	3.55	Machine_Failure	5.000000e-01	-8.660254e-01
4	Makino-L1-Unit1-2013	Shopfloor-L1	60.51	6.893182	6.141238	4.1	47.3	31.4	0.983	25.516	26526.0	354.0	25.515874	3.55	Machine_Failure	1.000000e+00	6.123234e-17
5	Makino-L2-Unit1-2015	Shopfloor-L2	137.37	5.918357	7.228066	5.4	48.0	32.7	0.903	25.597	27613.0	319.0	25.521330	3.55	Machine_Failure	1.000000e+00	6.123234e-17
6	Makino-L1-Unit1-2013	Shopfloor-L1	135.93	6.560332	6.710999	19.3	48.8	37.4	1.240	32.138	26605.0	438.0	25.454652	3.58	Machine_Failure	1.000000e+00	6.123234e-17
9	Makino-L3-Unit1-2015	Shopfloor-L3	134.02	5.567857	6.733096	14.0	47.9	35.2	0.748	36.601	20504.0	379.0	25.618567	3.93	Machine_Failure	1.000000e+00	6.123234e-17
10	Makino-L2-Unit1-2015	Shopfloor-L2	71.71	5.358624	6.525744	34.3	43.0	32.4	0.671	25.069	17919.0	396.0	25.461440	3.67	Machine_Failure	1.000000e+00	6.123234e-17
11	Makino-L1-Unit1-2013	Shopfloor-L1	134.54	4.566854	5.758371	11.5	46.2	37.6	0.661	18.750	21951.0	366.0	25.613069	3.59	Machine_Failure	1.000000e+00	6.123234e-17

No Machine Failure

	Machine_ID	Assembly_Line_No	Hydraulic_Pressure(bar)	Coolant_Pressure(bar)	Air_System_Pressure(bar)	Coolant_Temperature	Hydraulic_Oil_Temperature	Spindle_Bearing_Temperature	Spindle_Vibration	Tool_Vibration	Spindle_Speed(RPM)	Voltage(volts)	Torque(Nm)	Cutting(kN)	Downtime	month_sin	month_cos
7	Makino-L3-Unit1-2015	Shopfloor-L3	127.715164	5.060709	6.002229	20.8	45.8	37.5	1.125	19.823	14266.0	334.0	34.973004	2.02	No_Machine_Failure	1.0	6.123234e-17
8	Makino-L3-Unit1-2015	Shopfloor-L3	123.618456	5.074380	6.039524	4.5	51.5	32.1	0.690	16.972	20413.0	278.0	32.519299	2.88	No_Machine_Failure	1.0	6.123234e-17
21	Makino-L3-Unit1-2015	Shopfloor-L3	139.671207	5.054400	6.761904	8.7	48.2	41.0	1.168	27.672	20303.0	315.0	23.513865	2.83	No_Machine_Failure	1.0	6.123234e-17
23	Makino-L3-Unit1-2015	Shopfloor-L3	148.662548	5.057725	6.227789	11.9	49.4	35.3	0.633	24.257	20310.0	355.0	23.505761	2.68	No_Machine_Failure	1.0	6.123234e-17
24	Makino-L2-Unit1-2015	Shopfloor-L2	131.048192	5.051943	7.050119	5.7	50.4	36.7	1.024	28.519	20298.0	241.0	23.519657	2.90	No_Machine_Failure	1.0	6.123234e-17
25	Makino-L1-Unit1-2013	Shopfloor-L1	145.299028	5.049580	5.761431	6.8	48.3	36.0	1.123	29.251	20297.0	429.0	23.520816	2.69	No_Machine_Failure	1.0	6.123234e-17
27	Makino-L3-Unit1-2015	Shopfloor-L3	170.089461	4.979215	5.399352	7.4	49.7	34.5	0.899	28.348	20018.0	343.0	23.848636	2.71	No_Machine_Failure	1.0	6.123234e-17
29	Makino-L2-Unit1-2015	Shopfloor-L2	111.750205	4.978057	6.343571	9.9	44.5	44.1	0.897	39.846	20016.0	336.0	23.851019	2.58	No_Machine_Failure	1.0	6.123234e-17
30	Makino-L3-Unit1-2015	Shopfloor-L3	127.568992	4.979235	6.849350	10.6	43.2	30.5	0.923	29.888	20018.0	386.0	23.848636	2.82	No_Machine_Failure	1.0	6.123234e-17
31	Makino-L1-Unit1-2013	Shopfloor-L1	111.286077	5.058904	6.615999	12.2	48.2	31.5	1.183	18.113	20314.0	432.0	23.501132	2.62	No_Machine_Failure	1.0	6.123234e-17

Machine Failure

	Machine_ID	Assembly_Line_No	Hydraulic_Pressure(bar)	Coolant_Pressure(bar)	Air_System_Pressure(bar)	Coolant_Temperature	Hydraulic_Oil_Temperature	Spindle_Bearing_Temperature	Spindle_Vibration	Tool_Vibration	Spindle_Speed(RPM)	Voltage(volts)	Torque(Nm)	Cutting(kN)	Downtime	month_sin	month_cos
2484	Makino-L1-Unit1-2013	Shopfloor-L1	98.11	4.894157	6.515965	27.0	43.7	31.7	1.682	24.744	21951.0	362.0	16.964105	2.74	Machine_Failure	1.000000	6.123234e-17
2485	Makino-L3-Unit1-2015	Shopfloor-L3	86.70	5.567857	6.401723	19.7	46.6	38.6	1.311	22.197	23432.0	372.0	14.202890	3.67	Machine_Failure	0.866025	5.000000e-01
2486	Makino-L1-Unit1-2013	Shopfloor-L1	134.54	6.839413	6.596639	9.9	45.8	37.9	1.213	16.610	19538.0	337.0	15.900716	3.55	Machine_Failure	0.866025	5.000000e-01
2487	Makino-L3-Unit1-2015	Shopfloor-L3	63.76	4.843508	6.866230	28.7	49.6	32.7	1.280	25.886	20504.0	310.0	17.899311	3.55	Machine_Failure	0.866025	5.000000e-01
2488	Makino-L2-Unit1-2015	Shopfloor-L2	141.14	4.843407	7.529728	27.0	46.9	32.6	1.084	12.383	26605.0	362.0	16.964105	3.55	Machine_Failure	0.866025	5.000000e-01
2489	Makino-L1-Unit1-2013	Shopfloor-L1	137.37	4.851332	6.336146	28.7	49.0	35.9	0.231	23.023	19573.0	307.0	15.900716	2.63	Machine_Failure	0.866025	5.000000e-01
2490	Makino-L1-Unit1-2013	Shopfloor-L1	55.54	4.841605	6.852283	26.4	42.9	36.2	1.436	24.819	26526.0	348.0	15.119739	2.53	Machine_Failure	0.866025	5.000000e-01
2491	Makino-L2-Unit1-2015	Shopfloor-L2	90.53	6.839413	5.698765	9.4	52.5	40.9	1.271	31.573	27613.0	377.0	16.964105	3.67	Machine_Failure	0.866025	5.000000e-01
2492	Makino-L1-Unit1-2013	Shopfloor-L1	137.37	4.842521	6.136585	21.5	49.6	42.3	0.432	37.423	19536.0	402.0	24.437039	2.84	Machine_Failure	0.866025	5.000000e-01
2499	Makino-L2-Unit1-2015	Shopfloor-L2	96.69	5.936610	7.109355	29.8	53.2	36.2	0.840	31.580	23576.0	385.0	24.409551	3.55	Machine_Failure	0.866025	5.000000e-01

No Machine Failure

	Machine_ID	Assembly_Line_No	Hydraulic_Pressure(bar)	Coolant_Pressure(bar)	Air_System_Pressure(bar)	Coolant_Temperature	Hydraulic_Oil_Temperature	Spindle_Bearing_Temperature	Spindle_Vibration	Tool_Vibration	Spindle_Speed(RPM)	Voltage(volts)	Torque(Nm)	Cutting(kN)	Downtime	month_sin	month_cos
2476	Makino-L2-Unit1-2015	Shopfloor-L2	111.105181	5.459165	6.349886	24.5	50.7	34.8	1.285	26.709	19197.0	384.0	21.842064	3.01	No_Machine_Failure	1.000000	6.123234e-17
2477	Makino-L1-Unit1-2013	Shopfloor-L1	152.870907	5.462662	6.116389	24.6	46.2	43.7	0.711	13.303	13272.0	381.0	32.519299	2.01	No_Machine_Failure	1.000000	6.123234e-17
2478	Makino-L2-Unit1-2015	Shopfloor-L2	121.293832	5.496772	6.939614	24.9	48.9	35.1	0.012	29.984	16198.0	311.0	32.370456	2.11	No_Machine_Failure	1.000000	6.123234e-17
2481	Makino-L1-Unit1-2013	Shopfloor-L1	96.109219	5.433336	6.426713	11.9	47.3	30.0	1.309	23.073	15217.0	361.0	21.904198	1.86	No_Machine_Failure	1.000000	6.123234e-17
2493	Makino-L3-Unit1-2015	Shopfloor-L3	106.388881	5.211753	6.131135	22.3	50.7	38.7	0.989	36.265	17726.0	297.0	31.521075	2.02	No_Machine_Failure	0.866025	5.000000e-01
2494	Makino-L2-Unit1-2015	Shopfloor-L2	131.894307	5.221555	6.573392	22.4	45.5	32.5	1.276	23.430	20978.0	390.0	22.757270	2.94	No_Machine_Failure	0.866025	5.000000e-01
2495	Makino-L1-Unit1-2013	Shopfloor-L1	112.715506	5.220885	6.196610	22.3	48.8	37.2	0.910	20.282	20974.0	282.0	22.761610	2.72	No_Machine_Failure	0.866025	5.000000e-01
2496	Makino-L1-Unit1-2013	Shopfloor-L1	103.086653	5.211886	7.074653	11.9	48.3	31.5	1.106	34.708	20951.0	319.0	22.786597	2.94	No_Machine_Failure	0.866025	5.000000e-01
2497	Makino-L2-Unit1-2015	Shopfloor-L2	118.643165	5.212991	6.530049	4.5	49.9	36.2	0.288	16.828	20958.0	335.0	22.778987	NaN	No_Machine_Failure	0.866025	5.000000e-01
2498	Makino-L3-Unit1-2015	Shopfloor-L3	145.855859	5.207777	6.402655	12.2	44.5	32.1	0.995	26.498	20935.0	376.0	22.804012	2.79	No_Machine_Failure	0.866025	5.000000e-01

Machine Failure

	Machine_ID	Assembly_Line_No	Hydraulic_Pressure(bar)	Coolant_Pressure(bar)	Air_System_Pressure(bar)	Coolant_Temperature	Hydraulic_Oil_Temperature	Spindle_Bearing_Temperature	Spindle_Vibration	Tool_Vibration	Spindle_Speed(RPM)	Voltage(volts)	Torque(Nm)	Cutting(kN)	Downtime	month_sin	month_cos	# duplicates
Dataset does not contain duplicate rows.

No Machine Failure

	Machine_ID	Assembly_Line_No	Hydraulic_Pressure(bar)	Coolant_Pressure(bar)	Air_System_Pressure(bar)	Coolant_Temperature	Hydraulic_Oil_Temperature	Spindle_Bearing_Temperature	Spindle_Vibration	Tool_Vibration	Spindle_Speed(RPM)	Voltage(volts)	Torque(Nm)	Cutting(kN)	Downtime	month_sin	month_cos	# duplicates
Dataset does not contain duplicate rows.

Overview

Variables

Common Values

Length

Common Values (Plot)

Machine Failure

No Machine Failure

Most occurring characters

Most occurring categories

Most frequent character per category

Dash Punctuation

Decimal Number

Lowercase Letter

Uppercase Letter

Most occurring scripts

Most frequent character per script

Common

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Machine Failure

No Machine Failure

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Dash Punctuation

Decimal Number

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Machine Failure

No Machine Failure

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Connector Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Machine Failure

No Machine Failure

Machine Failure

No Machine Failure

Machine Failure

No Machine Failure

Machine Failure

No Machine Failure

Machine Failure

No Machine Failure

Machine Failure

No Machine Failure

Machine Failure

No Machine Failure

Machine Failure

No Machine Failure

Machine Failure

No Machine Failure

Machine Failure

No Machine Failure

Machine Failure